{"id":"W2990986634","doi":"10.1007/s11269-019-02412-7","title":"A Modified Muskingum Flow Routing Model for Flood Wave Propagation during River Ice Thawing-Breakup Period","year":2019,"lang":"en","type":"article","venue":"Water Resources Management","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Breakup; Hydrograph; Hydrology (agriculture); Inflow; Flood myth; Routing (electronic design automation); Geology; Environmental science; Channel (broadcasting); Flow (mathematics); Outflow; Geotechnical engineering; Oceanography; Mechanics; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003070765,0.00020809,0.0001880307,0.00009957501,0.0003545822,0.0001334799,0.0002214241,0.00005712558,0.0002098475],"category_scores_gemma":[0.000005049708,0.0001499624,0.0001016596,0.00006944894,0.00004532942,0.0002389787,0.00008396278,0.0001106013,0.0001686584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002001897,"about_ca_system_score_gemma":0.000005382862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001458866,"about_ca_topic_score_gemma":0.00005925585,"domain_scores_codex":[0.9983998,0.00003271899,0.0002600815,0.0004391939,0.0003200306,0.0005481992],"domain_scores_gemma":[0.9995288,0.00001810114,0.00007488038,0.0002707661,0.00003145488,0.00007603679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003415741,0.00006106857,0.02759862,0.0007435892,0.0001992195,0.00004097986,0.03706222,0.9168027,0.00007540603,0.0003424765,0.00002301824,0.01670911],"study_design_scores_gemma":[0.0008055858,0.00005640849,0.01623582,0.0000613639,0.00006477813,0.000008457773,0.001227927,0.9797918,0.00005373415,0.000492135,0.0009396566,0.000262289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709539,0.000008778343,0.0172524,0.0002494603,0.0001911701,0.0008955573,0.00002496636,0.00008464514,0.01033914],"genre_scores_gemma":[0.9849885,0.000005793754,0.006484718,0.0001496123,0.0001098771,0.00001224,0.0001608989,0.00001360639,0.008074727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06298913,"threshold_uncertainty_score":0.6115291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114992830954431,"score_gpt":0.1821760486470251,"score_spread":0.1710261203374808,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}